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Constrained Few-shot Class-incremental Learning



Michael Hersche , Geethan Karunaratne , Giovanni Cherubini , Luca Benini , Abu Sebastian , Abbas Rahimi

* CVPR 2022 camera-ready version 

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Generalized Key-Value Memory to Flexibly Adjust Redundancy in Memory-Augmented Networks



Denis Kleyko , Geethan Karunaratne , Jan M. Rabaey , Abu Sebastian , Abbas Rahimi

* 8 pages, 7 figures 

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A Neuro-vector-symbolic Architecture for Solving Raven's Progressive Matrices



Michael Hersche , Mustafa Zeqiri , Luca Benini , Abu Sebastian , Abbas Rahimi


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A Survey on Hyperdimensional Computing aka Vector Symbolic Architectures, Part I: Models and Data Transformations



Denis Kleyko , Dmitri A. Rachkovskij , Evgeny Osipov , Abbas Rahimi

* 27 pages 

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Vector Symbolic Architectures as a Computing Framework for Nanoscale Hardware



Denis Kleyko , Mike Davies , E. Paxon Frady , Pentti Kanerva , Spencer J. Kent , Bruno A. Olshausen , Evgeny Osipov , Jan M. Rabaey , Dmitri A. Rachkovskij , Abbas Rahimi , Friedrich T. Sommer

* 28 pages, 15 figures, 1 Table 

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A 5 μW Standard Cell Memory-based Configurable Hyperdimensional Computing Accelerator for Always-on Smart Sensing



Manuel Eggimann , Abbas Rahimi , Luca Benini


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Binarization Methods for Motor-Imagery Brain-Computer Interface Classification



Michael Hersche , Luca Benini , Abbas Rahimi


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Robust High-dimensional Memory-augmented Neural Networks



Geethan Karunaratne , Manuel Schmuck , Manuel Le Gallo , Giovanni Cherubini , Luca Benini , Abu Sebastian , Abbas Rahimi


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In-memory hyperdimensional computing



Geethan Karunaratne , Manuel Le Gallo , Giovanni Cherubini , Luca Benini , Abbas Rahimi , Abu Sebastian


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Adaptive EMG-based hand gesture recognition using hyperdimensional computing



Ali Moin , Andy Zhou , Simone Benatti , Abbas Rahimi , George Alexandrov , Alisha Menon , Senam Tamakloe , Jonathan Ting , Natasha Yamamoto , Yasser Khan , Fred Burghardt , Ana C. Arias , Luca Benini , Jan M. Rabaey


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